Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 863 |
| Missing cells | 62 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 161.8 KiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 4 |
route has constant value "" | Constant |
file is highly imbalanced (60.2%) | Imbalance |
posicao_acelerador_d has 31 (3.6%) missing values | Missing |
posicao_acelerador_e has 31 (3.6%) missing values | Missing |
distancia_percorrida has unique values | Unique |
distancia_percorrida_total has unique values | Unique |
velocidade_media has unique values | Unique |
velocidade_media_gps has unique values | Unique |
latitude_gps has unique values | Unique |
longitude_gps has unique values | Unique |
aceleracao has 21 (2.4%) zeros | Zeros |
espaco_livre_no_tanque_combustivel has 30 (3.5%) zeros | Zeros |
posicao_acelerador_d has 109 (12.6%) zeros | Zeros |
posicao_acelerador_e has 280 (32.4%) zeros | Zeros |
velocidade_gps has 52 (6.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-20 02:09:35.644004 |
|---|---|
| Analysis finished | 2023-11-20 02:10:24.029980 |
| Duration | 48.39 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
aceleracao
Real number (ℝ)
ZEROS
| Distinct | 843 |
|---|---|
| Distinct (%) | 97.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43031398 |
| Minimum | -2.195709 |
|---|---|
| Maximum | 1.7882713 |
| Zeros | 21 |
| Zeros (%) | 2.4% |
| Negative | 100 |
| Negative (%) | 11.6% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | -2.195709 |
|---|---|
| 5-th percentile | -0.51442719 |
| Q1 | 0.19212421 |
| median | 0.44711931 |
| Q3 | 0.76655646 |
| 95-th percentile | 1.1708216 |
| Maximum | 1.7882713 |
| Range | 3.9839803 |
| Interquartile range (IQR) | 0.57443225 |
Descriptive statistics
| Standard deviation | 0.49710707 |
|---|---|
| Coefficient of variation (CV) | 1.1552194 |
| Kurtosis | 2.4654251 |
| Mean | 0.43031398 |
| Median Absolute Deviation (MAD) | 0.264871 |
| Skewness | -0.87700702 |
| Sum | 371.36096 |
| Variance | 0.24711543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 21 | 2.4% |
| 0.8424463018 | 1 | 0.1% |
| 0.5837752376 | 1 | 0.1% |
| 0.3203264004 | 1 | 0.1% |
| 1.252345248 | 1 | 0.1% |
| 0.4529950021 | 1 | 0.1% |
| 0.9040016685 | 1 | 0.1% |
| 0.5296592552 | 1 | 0.1% |
| 0.6962866607 | 1 | 0.1% |
| 1.086074837 | 1 | 0.1% |
| Other values (833) | 833 |
| Value | Count | Frequency (%) |
| -2.195708959 | 1 | |
| -1.716341311 | 1 | |
| -1.709490311 | 1 | |
| -1.619495832 | 1 | |
| -1.550757067 | 1 | |
| -1.496720256 | 1 | |
| -1.346840765 | 1 | |
| -1.294101397 | 1 | |
| -1.187086336 | 1 | |
| -1.088056324 | 1 |
| Value | Count | Frequency (%) |
| 1.788271292 | 1 | |
| 1.653141279 | 1 | |
| 1.489512484 | 1 | |
| 1.482490574 | 1 | |
| 1.427069018 | 1 | |
| 1.402457273 | 1 | |
| 1.397839449 | 1 | |
| 1.389035906 | 1 | |
| 1.373804444 | 1 | |
| 1.361614169 | 1 |
altitude_gps
Real number (ℝ)
| Distinct | 556 |
|---|---|
| Distinct (%) | 64.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 822.62999 |
| Minimum | 0 |
|---|---|
| Maximum | 865.60004 |
| Zeros | 5 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 804.10004 |
| Q1 | 810.65364 |
| median | 824.20001 |
| Q3 | 840.2102 |
| 95-th percentile | 860.70001 |
| Maximum | 865.60004 |
| Range | 865.60004 |
| Interquartile range (IQR) | 29.55656 |
Descriptive statistics
| Standard deviation | 65.670305 |
|---|---|
| Coefficient of variation (CV) | 0.079829699 |
| Kurtosis | 140.83256 |
| Mean | 822.62999 |
| Median Absolute Deviation (MAD) | 14.267441 |
| Skewness | -11.397733 |
| Sum | 709929.68 |
| Variance | 4312.5889 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 811.9000244 | 14 | 1.6% |
| 860.7000122 | 12 | 1.4% |
| 806.8000488 | 12 | 1.4% |
| 830.4000244 | 11 | 1.3% |
| 804.2000122 | 10 | 1.2% |
| 811.7000122 | 8 | 0.9% |
| 807 | 7 | 0.8% |
| 856.5 | 7 | 0.8% |
| 830.9000244 | 7 | 0.8% |
| 804.5 | 7 | 0.8% |
| Other values (546) | 768 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 796.2391191 | 1 | 0.1% |
| 797 | 1 | 0.1% |
| 797.4083019 | 1 | 0.1% |
| 798.4000244 | 1 | 0.1% |
| 799.7044492 | 1 | 0.1% |
| 800 | 2 | 0.2% |
| 800.4000244 | 1 | 0.1% |
| 800.6000366 | 3 | |
| 800.7000122 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 865.6000366 | 1 | 0.1% |
| 864.4000244 | 1 | 0.1% |
| 864.0095992 | 1 | 0.1% |
| 863.6000366 | 2 | 0.2% |
| 863.5 | 3 | |
| 863.4000244 | 1 | 0.1% |
| 863.1000366 | 3 | |
| 863 | 5 | |
| 862.9000244 | 2 | 0.2% |
| 862.3173342 | 1 | 0.1% |
distancia_percorrida
Real number (ℝ)
UNIQUE
| Distinct | 863 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3750457 |
| Minimum | 0.00027121133 |
|---|---|
| Maximum | 7.9370504 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0.00027121133 |
|---|---|
| 5-th percentile | 0.081379944 |
| Q1 | 1.2515406 |
| median | 3.0505128 |
| Q3 | 5.262519 |
| 95-th percentile | 7.4826882 |
| Maximum | 7.9370504 |
| Range | 7.9367792 |
| Interquartile range (IQR) | 4.0109784 |
Descriptive statistics
| Standard deviation | 2.3859963 |
|---|---|
| Coefficient of variation (CV) | 0.7069523 |
| Kurtosis | -1.1557326 |
| Mean | 3.3750457 |
| Median Absolute Deviation (MAD) | 2.0346673 |
| Skewness | 0.27593928 |
| Sum | 2912.6644 |
| Variance | 5.6929783 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0006496331111 | 1 | 0.1% |
| 0.5977902148 | 1 | 0.1% |
| 0.7544655172 | 1 | 0.1% |
| 0.8034311495 | 1 | 0.1% |
| 0.9364283669 | 1 | 0.1% |
| 1.069581568 | 1 | 0.1% |
| 1.121094082 | 1 | 0.1% |
| 1.25254007 | 1 | 0.1% |
| 1.310039859 | 1 | 0.1% |
| 1.455702741 | 1 | 0.1% |
| Other values (853) | 853 |
| Value | Count | Frequency (%) |
| 0.0002712113333 | 1 | |
| 0.0006496331111 | 1 | |
| 0.002004309556 | 1 | |
| 0.002131961278 | 1 | |
| 0.002985839083 | 1 | |
| 0.003011303194 | 1 | |
| 0.00308953025 | 1 | |
| 0.003885549778 | 1 | |
| 0.004624108806 | 1 | |
| 0.004631510694 | 1 |
| Value | Count | Frequency (%) |
| 7.937050429 | 1 | |
| 7.922852936 | 1 | |
| 7.884833549 | 1 | |
| 7.862314901 | 1 | |
| 7.851570028 | 1 | |
| 7.842430688 | 1 | |
| 7.832280071 | 1 | |
| 7.822790366 | 1 | |
| 7.820370555 | 1 | |
| 7.808888151 | 1 |
distancia_percorrida_total
Real number (ℝ)
UNIQUE
| Distinct | 863 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.416646 |
| Minimum | 35.041872 |
|---|---|
| Maximum | 42.978651 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 35.041872 |
|---|---|
| 5-th percentile | 35.122981 |
| Q1 | 36.293141 |
| median | 38.092113 |
| Q3 | 40.30412 |
| 95-th percentile | 42.524289 |
| Maximum | 42.978651 |
| Range | 7.9367792 |
| Interquartile range (IQR) | 4.0109784 |
Descriptive statistics
| Standard deviation | 2.3859963 |
|---|---|
| Coefficient of variation (CV) | 0.062108396 |
| Kurtosis | -1.1557326 |
| Mean | 38.416646 |
| Median Absolute Deviation (MAD) | 2.0346673 |
| Skewness | 0.27593928 |
| Sum | 33153.566 |
| Variance | 5.6929783 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35.04225025 | 1 | 0.1% |
| 35.63939083 | 1 | 0.1% |
| 35.79606613 | 1 | 0.1% |
| 35.84503177 | 1 | 0.1% |
| 35.97802898 | 1 | 0.1% |
| 36.11118219 | 1 | 0.1% |
| 36.1626947 | 1 | 0.1% |
| 36.29414069 | 1 | 0.1% |
| 36.35164048 | 1 | 0.1% |
| 36.49730336 | 1 | 0.1% |
| Other values (853) | 853 |
| Value | Count | Frequency (%) |
| 35.04187183 | 1 | |
| 35.04225025 | 1 | |
| 35.04360493 | 1 | |
| 35.04373258 | 1 | |
| 35.04458646 | 1 | |
| 35.04461192 | 1 | |
| 35.04469015 | 1 | |
| 35.04548617 | 1 | |
| 35.04622473 | 1 | |
| 35.04623213 | 1 |
| Value | Count | Frequency (%) |
| 42.97865105 | 1 | |
| 42.96445355 | 1 | |
| 42.92643417 | 1 | |
| 42.90391552 | 1 | |
| 42.89317064 | 1 | |
| 42.88403131 | 1 | |
| 42.87388069 | 1 | |
| 42.86439098 | 1 | |
| 42.86197117 | 1 | |
| 42.85048877 | 1 |
espaco_livre_no_tanque_combustivel
Real number (ℝ)
ZEROS
| Distinct | 69 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.113268 |
| Minimum | 0 |
|---|---|
| Maximum | 47.5 |
| Zeros | 30 |
| Zeros (%) | 3.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16.55 |
| Q1 | 23 |
| median | 26.5 |
| Q3 | 38.5 |
| 95-th percentile | 43.5 |
| Maximum | 47.5 |
| Range | 47.5 |
| Interquartile range (IQR) | 15.5 |
Descriptive statistics
| Standard deviation | 9.8863754 |
|---|---|
| Coefficient of variation (CV) | 0.33958316 |
| Kurtosis | 0.67615859 |
| Mean | 29.113268 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | -0.45883014 |
| Sum | 25124.75 |
| Variance | 97.740418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.5 | 50 | 5.8% |
| 23 | 36 | 4.2% |
| 24 | 36 | 4.2% |
| 21 | 32 | 3.7% |
| 25 | 30 | 3.5% |
| 0 | 30 | 3.5% |
| 25.5 | 29 | 3.4% |
| 22 | 28 | 3.2% |
| 26 | 26 | 3.0% |
| 43 | 26 | 3.0% |
| Other values (59) | 540 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 9 | 1 | 0.1% |
| 9.5 | 1 | 0.1% |
| 12.5 | 2 | 0.2% |
| 13 | 1 | 0.1% |
| 14 | 2 | 0.2% |
| 16 | 4 | 0.5% |
| 16.5 | 3 | 0.3% |
| 17 | 2 | 0.2% |
| 17.5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 47.5 | 1 | 0.1% |
| 46.5 | 2 | 0.2% |
| 46 | 3 | 0.3% |
| 45.5 | 5 | 0.6% |
| 45 | 9 | 1.0% |
| 44.5 | 6 | 0.7% |
| 44 | 15 | |
| 43.5 | 7 | 0.8% |
| 43 | 26 | |
| 42.5 | 18 |
nivel_combustivel_porcentagem
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.773465 |
| Minimum | 5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 23 |
| median | 47 |
| Q3 | 54 |
| 95-th percentile | 66.9 |
| Maximum | 100 |
| Range | 95 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 19.772751 |
|---|---|
| Coefficient of variation (CV) | 0.47333279 |
| Kurtosis | 0.67615859 |
| Mean | 41.773465 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.45883014 |
| Sum | 36050.5 |
| Variance | 390.96167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47 | 50 | 5.8% |
| 54 | 36 | 4.2% |
| 52 | 36 | 4.2% |
| 58 | 32 | 3.7% |
| 50 | 30 | 3.5% |
| 100 | 30 | 3.5% |
| 49 | 29 | 3.4% |
| 56 | 28 | 3.2% |
| 48 | 26 | 3.0% |
| 14 | 26 | 3.0% |
| Other values (59) | 540 |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.1% |
| 7 | 2 | 0.2% |
| 8 | 3 | 0.3% |
| 9 | 5 | 0.6% |
| 10 | 9 | 1.0% |
| 11 | 6 | 0.7% |
| 12 | 15 | |
| 13 | 7 | 0.8% |
| 14 | 26 | |
| 15 | 18 |
| Value | Count | Frequency (%) |
| 100 | 30 | |
| 82 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| 75 | 2 | 0.2% |
| 74 | 1 | 0.1% |
| 72 | 2 | 0.2% |
| 68 | 4 | 0.5% |
| 67 | 3 | 0.3% |
| 66 | 2 | 0.2% |
| 65 | 1 | 0.1% |
nivel_combustivel_litros
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.886732 |
| Minimum | 2.5 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 6.5 |
| Q1 | 11.5 |
| median | 23.5 |
| Q3 | 27 |
| 95-th percentile | 33.45 |
| Maximum | 50 |
| Range | 47.5 |
| Interquartile range (IQR) | 15.5 |
Descriptive statistics
| Standard deviation | 9.8863754 |
|---|---|
| Coefficient of variation (CV) | 0.47333279 |
| Kurtosis | 0.67615859 |
| Mean | 20.886732 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 0.45883014 |
| Sum | 18025.25 |
| Variance | 97.740418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.5 | 50 | 5.8% |
| 27 | 36 | 4.2% |
| 26 | 36 | 4.2% |
| 29 | 32 | 3.7% |
| 25 | 30 | 3.5% |
| 50 | 30 | 3.5% |
| 24.5 | 29 | 3.4% |
| 28 | 28 | 3.2% |
| 24 | 26 | 3.0% |
| 7 | 26 | 3.0% |
| Other values (59) | 540 |
| Value | Count | Frequency (%) |
| 2.5 | 1 | 0.1% |
| 3.5 | 2 | 0.2% |
| 4 | 3 | 0.3% |
| 4.5 | 5 | 0.6% |
| 5 | 9 | 1.0% |
| 5.5 | 6 | 0.7% |
| 6 | 15 | |
| 6.5 | 7 | 0.8% |
| 7 | 26 | |
| 7.5 | 18 |
| Value | Count | Frequency (%) |
| 50 | 30 | |
| 41 | 1 | 0.1% |
| 40.5 | 1 | 0.1% |
| 37.5 | 2 | 0.2% |
| 37 | 1 | 0.1% |
| 36 | 2 | 0.2% |
| 34 | 4 | 0.5% |
| 33.5 | 3 | 0.3% |
| 33 | 2 | 0.2% |
| 32.5 | 1 | 0.1% |
posicao_acelerador_d
Real number (ℝ)
MISSING ZEROS
| Distinct | 155 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 31 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.526509 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 109 |
| Zeros (%) | 12.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.9411765 |
| median | 20.588235 |
| Q3 | 42.424242 |
| 95-th percentile | 70.098039 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 39.483066 |
Descriptive statistics
| Standard deviation | 24.456472 |
|---|---|
| Coefficient of variation (CV) | 0.95808135 |
| Kurtosis | -0.16721161 |
| Mean | 25.526509 |
| Median Absolute Deviation (MAD) | 18.300654 |
| Skewness | 0.80385851 |
| Sum | 21238.056 |
| Variance | 598.11904 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 109 | 12.6% |
| 2.941176471 | 65 | 7.5% |
| 2.173913043 | 31 | 3.6% |
| 2.777777778 | 29 | 3.4% |
| 2.083333333 | 25 | 2.9% |
| 50 | 18 | 2.1% |
| 3.03030303 | 15 | 1.7% |
| 3.571428571 | 15 | 1.7% |
| 44.11764706 | 14 | 1.6% |
| 32.35294118 | 13 | 1.5% |
| Other values (145) | 498 | |
| (Missing) | 31 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 109 | |
| 1.785714286 | 2 | 0.2% |
| 2.083333333 | 25 | 2.9% |
| 2.173913043 | 31 | 3.6% |
| 2.777777778 | 29 | 3.4% |
| 2.941176471 | 65 | |
| 3.03030303 | 15 | 1.7% |
| 3.571428571 | 15 | 1.7% |
| 4.166666667 | 4 | 0.5% |
| 4.347826087 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 100 | 7 | |
| 94.11764706 | 2 | 0.2% |
| 93.93939394 | 1 | 0.1% |
| 92.85714286 | 1 | 0.1% |
| 91.66666667 | 1 | 0.1% |
| 90.90909091 | 1 | 0.1% |
| 89.28571429 | 1 | 0.1% |
| 87.87878788 | 1 | 0.1% |
| 85.71428571 | 2 | 0.2% |
| 85.29411765 | 1 | 0.1% |
posicao_acelerador_e
Real number (ℝ)
MISSING ZEROS
| Distinct | 90 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 31 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.24633 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 280 |
| Zeros (%) | 32.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 21.214393 |
| Q3 | 43.478261 |
| 95-th percentile | 68.75 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 43.478261 |
Descriptive statistics
| Standard deviation | 24.604523 |
|---|---|
| Coefficient of variation (CV) | 0.97457819 |
| Kurtosis | -0.45045039 |
| Mean | 25.24633 |
| Median Absolute Deviation (MAD) | 21.214393 |
| Skewness | 0.66911939 |
| Sum | 21004.947 |
| Variance | 605.38256 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 280 | |
| 50 | 26 | 3.0% |
| 66.66666667 | 20 | 2.3% |
| 61.11111111 | 17 | 2.0% |
| 40 | 17 | 2.0% |
| 38.88888889 | 17 | 2.0% |
| 55.55555556 | 16 | 1.9% |
| 25 | 15 | 1.7% |
| 15 | 14 | 1.6% |
| 17.39130435 | 12 | 1.4% |
| Other values (80) | 398 | |
| (Missing) | 31 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 280 | |
| 3.448275862 | 1 | 0.1% |
| 4.347826087 | 5 | 0.6% |
| 5 | 5 | 0.6% |
| 5.555555556 | 5 | 0.6% |
| 5.882352941 | 5 | 0.6% |
| 6.25 | 2 | 0.2% |
| 6.666666667 | 1 | 0.1% |
| 6.896551724 | 1 | 0.1% |
| 8.695652174 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 100 | 6 | |
| 93.75 | 1 | 0.1% |
| 93.33333333 | 1 | 0.1% |
| 88.88888889 | 1 | 0.1% |
| 87.5 | 1 | 0.1% |
| 86.66666667 | 1 | 0.1% |
| 83.33333333 | 1 | 0.1% |
| 82.60869565 | 1 | 0.1% |
| 82.35294118 | 1 | 0.1% |
| 80 | 4 |
rpm_motor
Real number (ℝ)
| Distinct | 706 |
|---|---|
| Distinct (%) | 81.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2208.4612 |
| Minimum | 613 |
|---|---|
| Maximum | 4083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 613 |
|---|---|
| 5-th percentile | 909.2 |
| Q1 | 1868 |
| median | 2295 |
| Q3 | 2642 |
| 95-th percentile | 3150.4 |
| Maximum | 4083 |
| Range | 3470 |
| Interquartile range (IQR) | 774 |
Descriptive statistics
| Standard deviation | 638.61003 |
|---|---|
| Coefficient of variation (CV) | 0.28916516 |
| Kurtosis | -0.075401155 |
| Mean | 2208.4612 |
| Median Absolute Deviation (MAD) | 379 |
| Skewness | -0.37297404 |
| Sum | 1905902 |
| Variance | 407822.77 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 903 | 4 | 0.5% |
| 2660 | 4 | 0.5% |
| 2221 | 4 | 0.5% |
| 905 | 4 | 0.5% |
| 2119 | 3 | 0.3% |
| 2037 | 3 | 0.3% |
| 1906 | 3 | 0.3% |
| 2508 | 3 | 0.3% |
| 2238 | 3 | 0.3% |
| 2557 | 3 | 0.3% |
| Other values (696) | 829 |
| Value | Count | Frequency (%) |
| 613 | 1 | |
| 652 | 1 | |
| 788 | 1 | |
| 795 | 1 | |
| 796 | 1 | |
| 797 | 1 | |
| 800 | 1 | |
| 807 | 1 | |
| 813 | 1 | |
| 821 | 1 |
| Value | Count | Frequency (%) |
| 4083 | 1 | |
| 4038 | 1 | |
| 3915 | 1 | |
| 3880 | 1 | |
| 3826 | 1 | |
| 3697 | 1 | |
| 3628 | 1 | |
| 3586 | 1 | |
| 3566 | 1 | |
| 3552 | 1 |
temperatura_arrefecimento
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.987254 |
| Minimum | 26 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 81 |
| median | 84 |
| Q3 | 86 |
| 95-th percentile | 88 |
| Maximum | 92 |
| Range | 66 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 13.139571 |
|---|---|
| Coefficient of variation (CV) | 0.16635052 |
| Kurtosis | 4.0270457 |
| Mean | 78.987254 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -2.1692544 |
| Sum | 68166 |
| Variance | 172.64833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 84 | 145 | |
| 85 | 102 | |
| 86 | 96 | |
| 83 | 75 | 8.7% |
| 87 | 62 | 7.2% |
| 88 | 57 | 6.6% |
| 82 | 48 | 5.6% |
| 81 | 26 | 3.0% |
| 89 | 25 | 2.9% |
| 80 | 11 | 1.3% |
| Other values (55) | 216 |
| Value | Count | Frequency (%) |
| 26 | 2 | 0.2% |
| 27 | 1 | 0.1% |
| 28 | 2 | 0.2% |
| 31 | 2 | 0.2% |
| 32 | 2 | 0.2% |
| 33 | 5 | |
| 34 | 2 | 0.2% |
| 35 | 2 | 0.2% |
| 36 | 3 | |
| 37 | 3 |
| Value | Count | Frequency (%) |
| 92 | 2 | 0.2% |
| 91 | 5 | 0.6% |
| 90 | 10 | 1.2% |
| 89 | 25 | 2.9% |
| 88 | 57 | 6.6% |
| 87 | 62 | |
| 86 | 96 | |
| 85 | 102 | |
| 84 | 145 | |
| 83 | 75 |
velocidade_gps
Real number (ℝ)
ZEROS
| Distinct | 812 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.217541 |
| Minimum | 0 |
|---|---|
| Maximum | 61.897776 |
| Zeros | 52 |
| Zeros (%) | 6.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 21.539633 |
| median | 31.774569 |
| Q3 | 39.151646 |
| 95-th percentile | 46.916125 |
| Maximum | 61.897776 |
| Range | 61.897776 |
| Interquartile range (IQR) | 17.612014 |
Descriptive statistics
| Standard deviation | 13.569655 |
|---|---|
| Coefficient of variation (CV) | 0.46443523 |
| Kurtosis | -0.28795962 |
| Mean | 29.217541 |
| Median Absolute Deviation (MAD) | 8.4567261 |
| Skewness | -0.63999654 |
| Sum | 25214.738 |
| Variance | 184.13554 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 52 | 6.0% |
| 41.44515038 | 1 | 0.1% |
| 12.81971455 | 1 | 0.1% |
| 36.579776 | 1 | 0.1% |
| 31.57550011 | 1 | 0.1% |
| 37.29305992 | 1 | 0.1% |
| 40.73064766 | 1 | 0.1% |
| 38.5129509 | 1 | 0.1% |
| 43.37894669 | 1 | 0.1% |
| 23.8649929 | 1 | 0.1% |
| Other values (802) | 802 |
| Value | Count | Frequency (%) |
| 0 | 52 | |
| 1.514040413 × 10-8 | 1 | 0.1% |
| 2.001251005 × 10-8 | 1 | 0.1% |
| 1.353543366 × 10-5 | 1 | 0.1% |
| 0.4117742032 | 1 | 0.1% |
| 1.155091596 | 1 | 0.1% |
| 1.220038068 | 1 | 0.1% |
| 1.284507322 | 1 | 0.1% |
| 1.860028696 | 1 | 0.1% |
| 1.880317998 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 61.89777603 | 1 | |
| 60.48392487 | 1 | |
| 57.21712646 | 1 | |
| 56.43985405 | 1 | |
| 55.76037712 | 1 | |
| 54.13435593 | 1 | |
| 54.11644478 | 1 | |
| 53.69121208 | 1 | |
| 52.73068771 | 1 | |
| 52.61319237 | 1 |
velocidade_veiculo
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.232329 |
| Minimum | 1 |
|---|---|
| Maximum | 62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 24 |
| median | 33 |
| Q3 | 40 |
| 95-th percentile | 47 |
| Maximum | 62 |
| Range | 61 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.605547 |
|---|---|
| Coefficient of variation (CV) | 0.37158761 |
| Kurtosis | -0.10868688 |
| Mean | 31.232329 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.56035387 |
| Sum | 26953.5 |
| Variance | 134.68871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 38 | 4.4% |
| 38 | 36 | 4.2% |
| 39 | 36 | 4.2% |
| 34 | 35 | 4.1% |
| 43 | 34 | 3.9% |
| 35 | 34 | 3.9% |
| 36 | 33 | 3.8% |
| 41 | 31 | 3.6% |
| 32 | 31 | 3.6% |
| 31 | 29 | 3.4% |
| Other values (50) | 526 |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.2% |
| 2 | 9 | |
| 3 | 4 | 0.5% |
| 4 | 4 | 0.5% |
| 5 | 7 | |
| 6 | 6 | |
| 7 | 10 | |
| 8 | 8 | |
| 9 | 4 | 0.5% |
| 10 | 11 |
| Value | Count | Frequency (%) |
| 62 | 1 | 0.1% |
| 61 | 1 | 0.1% |
| 57 | 1 | 0.1% |
| 56 | 2 | 0.2% |
| 55 | 1 | 0.1% |
| 54 | 2 | 0.2% |
| 53 | 1 | 0.1% |
| 52 | 4 | |
| 51 | 5 | |
| 50 | 6 |
velocidade_media
Real number (ℝ)
UNIQUE
| Distinct | 863 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.263145 |
| Minimum | 0.047916796 |
|---|---|
| Maximum | 30.191086 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0.047916796 |
|---|---|
| 5-th percentile | 6.5102415 |
| Q1 | 20.34491 |
| median | 24.299453 |
| Q3 | 26.732126 |
| 95-th percentile | 28.965772 |
| Maximum | 30.191086 |
| Range | 30.14317 |
| Interquartile range (IQR) | 6.3872157 |
Descriptive statistics
| Standard deviation | 6.6217647 |
|---|---|
| Coefficient of variation (CV) | 0.29743169 |
| Kurtosis | 1.9054726 |
| Mean | 22.263145 |
| Median Absolute Deviation (MAD) | 2.7475431 |
| Skewness | -1.5381717 |
| Sum | 19213.094 |
| Variance | 43.847767 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1544066771 | 1 | 0.1% |
| 16.6945332 | 1 | 0.1% |
| 18.32548175 | 1 | 0.1% |
| 18.91182384 | 1 | 0.1% |
| 20.04914787 | 1 | 0.1% |
| 20.9996979 | 1 | 0.1% |
| 21.49605645 | 1 | 0.1% |
| 22.22702088 | 1 | 0.1% |
| 22.63915269 | 1 | 0.1% |
| 23.45536486 | 1 | 0.1% |
| Other values (853) | 853 |
| Value | Count | Frequency (%) |
| 0.04791679622 | 1 | |
| 0.1542560433 | 1 | |
| 0.1544066771 | 1 | |
| 0.1970782476 | 1 | |
| 0.2964382517 | 1 | |
| 0.4499962448 | 1 | |
| 0.5524385583 | 1 | |
| 0.6366523129 | 1 | |
| 0.6440260996 | 1 | |
| 0.8177531561 | 1 |
| Value | Count | Frequency (%) |
| 30.19108648 | 1 | |
| 30.08135217 | 1 | |
| 30.01671011 | 1 | |
| 29.75359425 | 1 | |
| 29.6424061 | 1 | |
| 29.63163518 | 1 | |
| 29.57215321 | 1 | |
| 29.55944224 | 1 | |
| 29.55159841 | 1 | |
| 29.53527567 | 1 |
velocidade_media_gps
Real number (ℝ)
UNIQUE
| Distinct | 863 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.81093 |
| Minimum | 0.0082614605 |
|---|---|
| Maximum | 26.628141 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 0.0082614605 |
|---|---|
| 5-th percentile | 4.5320126 |
| Q1 | 16.945317 |
| median | 20.597241 |
| Q3 | 22.736729 |
| 95-th percentile | 24.826371 |
| Maximum | 26.628141 |
| Range | 26.61988 |
| Interquartile range (IQR) | 5.7914114 |
Descriptive statistics
| Standard deviation | 5.9162425 |
|---|---|
| Coefficient of variation (CV) | 0.31451089 |
| Kurtosis | 1.5673849 |
| Mean | 18.81093 |
| Median Absolute Deviation (MAD) | 2.4733465 |
| Skewness | -1.4619569 |
| Sum | 16233.833 |
| Variance | 35.001926 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2838891076 | 1 | 0.1% |
| 13.77658161 | 1 | 0.1% |
| 14.78546986 | 1 | 0.1% |
| 15.07680301 | 1 | 0.1% |
| 16.17453093 | 1 | 0.1% |
| 17.0453866 | 1 | 0.1% |
| 17.40490508 | 1 | 0.1% |
| 18.02255121 | 1 | 0.1% |
| 18.27790429 | 1 | 0.1% |
| 18.75992354 | 1 | 0.1% |
| Other values (853) | 853 |
| Value | Count | Frequency (%) |
| 0.008261460494 | 1 | |
| 0.01950218675 | 1 | |
| 0.06715579141 | 1 | |
| 0.139815058 | 1 | |
| 0.279040719 | 1 | |
| 0.2838891076 | 1 | |
| 0.2873034391 | 1 | |
| 0.3314060229 | 1 | |
| 0.3783178376 | 1 | |
| 0.6298663066 | 1 |
| Value | Count | Frequency (%) |
| 26.62814115 | 1 | |
| 26.55407547 | 1 | |
| 26.50318955 | 1 | |
| 26.25877227 | 1 | |
| 26.14006361 | 1 | |
| 26.13898398 | 1 | |
| 26.1273699 | 1 | |
| 26.1147199 | 1 | |
| 26.10412072 | 1 | |
| 26.08858724 | 1 |
latitude_gps
Real number (ℝ)
UNIQUE
| Distinct | 863 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -23.547518 |
| Minimum | -23.556434 |
|---|---|
| Maximum | -23.533336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 863 |
| Negative (%) | 100.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | -23.556434 |
|---|---|
| 5-th percentile | -23.556114 |
| Q1 | -23.553024 |
| median | -23.549179 |
| Q3 | -23.541655 |
| 95-th percentile | -23.534594 |
| Maximum | -23.533336 |
| Range | 0.023098071 |
| Interquartile range (IQR) | 0.01136908 |
Descriptive statistics
| Standard deviation | 0.0067999472 |
|---|---|
| Coefficient of variation (CV) | -0.00028877554 |
| Kurtosis | -0.9610189 |
| Mean | -23.547518 |
| Median Absolute Deviation (MAD) | 0.0046449306 |
| Skewness | 0.55638327 |
| Sum | -20321.508 |
| Variance | 4.6239282 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -23.55627408 | 1 | 0.1% |
| -23.55323659 | 1 | 0.1% |
| -23.55291446 | 1 | 0.1% |
| -23.55285273 | 1 | 0.1% |
| -23.55281885 | 1 | 0.1% |
| -23.55289021 | 1 | 0.1% |
| -23.55292579 | 1 | 0.1% |
| -23.55285085 | 1 | 0.1% |
| -23.55267741 | 1 | 0.1% |
| -23.55186878 | 1 | 0.1% |
| Other values (853) | 853 |
| Value | Count | Frequency (%) |
| -23.55643438 | 1 | |
| -23.55641692 | 1 | |
| -23.55641043 | 1 | |
| -23.556402 | 1 | |
| -23.55637585 | 1 | |
| -23.5563568 | 1 | |
| -23.55634134 | 1 | |
| -23.55633701 | 1 | |
| -23.55633618 | 1 | |
| -23.55633099 | 1 |
| Value | Count | Frequency (%) |
| -23.53333631 | 1 | |
| -23.53333896 | 1 | |
| -23.53335659 | 1 | |
| -23.53337375 | 1 | |
| -23.53337665 | 1 | |
| -23.53338155 | 1 | |
| -23.53338875 | 1 | |
| -23.53340495 | 1 | |
| -23.53341568 | 1 | |
| -23.53344247 | 1 |
longitude_gps
Real number (ℝ)
UNIQUE
| Distinct | 863 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -46.888873 |
| Minimum | -46.898512 |
|---|---|
| Maximum | -46.880136 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 863 |
| Negative (%) | 100.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | -46.898512 |
|---|---|
| 5-th percentile | -46.89813 |
| Q1 | -46.896015 |
| median | -46.887656 |
| Q3 | -46.884204 |
| 95-th percentile | -46.880389 |
| Maximum | -46.880136 |
| Range | 0.018375747 |
| Interquartile range (IQR) | 0.011810662 |
Descriptive statistics
| Standard deviation | 0.0062964304 |
|---|---|
| Coefficient of variation (CV) | -0.00013428411 |
| Kurtosis | -1.467013 |
| Mean | -46.888873 |
| Median Absolute Deviation (MAD) | 0.0057754693 |
| Skewness | -0.19732426 |
| Sum | -40465.097 |
| Variance | 3.9645036 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -46.8961167 | 1 | 0.1% |
| -46.89757181 | 1 | 0.1% |
| -46.89595203 | 1 | 0.1% |
| -46.89544903 | 1 | 0.1% |
| -46.89413771 | 1 | 0.1% |
| -46.89285105 | 1 | 0.1% |
| -46.89228455 | 1 | 0.1% |
| -46.89099547 | 1 | 0.1% |
| -46.89057316 | 1 | 0.1% |
| -46.88940982 | 1 | 0.1% |
| Other values (853) | 853 |
| Value | Count | Frequency (%) |
| -46.89851152 | 1 | |
| -46.8984493 | 1 | |
| -46.89841249 | 1 | |
| -46.89840704 | 1 | |
| -46.89840004 | 1 | |
| -46.8983996 | 1 | |
| -46.89839495 | 1 | |
| -46.89838996 | 1 | |
| -46.89838775 | 1 | |
| -46.8983501 | 1 |
| Value | Count | Frequency (%) |
| -46.88013578 | 1 | |
| -46.88014933 | 1 | |
| -46.88015171 | 1 | |
| -46.88015269 | 1 | |
| -46.88015404 | 1 | |
| -46.88016892 | 1 | |
| -46.88022583 | 1 | |
| -46.88022773 | 1 | |
| -46.8802282 | 1 | |
| -46.88024986 | 1 |
file
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.5 KiB |
| data_1.csv | |
|---|---|
| data_2.csv | 68 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 8630 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | data_1.csv |
|---|---|
| 2nd row | data_1.csv |
| 3rd row | data_1.csv |
| 4th row | data_1.csv |
| 5th row | data_1.csv |
Common Values
| Value | Count | Frequency (%) |
| data_1.csv | 795 | |
| data_2.csv | 68 | 7.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| data_1.csv | 795 | |
| data_2.csv | 68 | 7.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1726 | |
| d | 863 | |
| t | 863 | |
| _ | 863 | |
| . | 863 | |
| c | 863 | |
| s | 863 | |
| v | 863 | |
| 1 | 795 | |
| 2 | 68 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6041 | |
| Connector Punctuation | 863 | 10.0% |
| Other Punctuation | 863 | 10.0% |
| Decimal Number | 863 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1726 | |
| d | 863 | |
| t | 863 | |
| c | 863 | |
| s | 863 | |
| v | 863 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 795 | |
| 2 | 68 | 7.9% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 863 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 863 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6041 | |
| Common | 2589 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1726 | |
| d | 863 | |
| t | 863 | |
| c | 863 | |
| s | 863 | |
| v | 863 |
Common
| Value | Count | Frequency (%) |
| _ | 863 | |
| . | 863 | |
| 1 | 795 | |
| 2 | 68 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8630 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1726 | |
| d | 863 | |
| t | 863 | |
| _ | 863 | |
| . | 863 | |
| c | 863 | |
| s | 863 | |
| v | 863 | |
| 1 | 795 | |
| 2 | 68 | 0.8% |
aceleracao_calculada
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.792584 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.640771 |
|---|---|
| Coefficient of variation (CV) | 0.723864 |
| Kurtosis | 0.41401845 |
| Mean | 7.792584 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.94488991 |
| Sum | 6725 |
| Variance | 31.818298 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1 | 83 | 9.6% |
| 3 | 82 | 9.5% |
| 2 | 73 | 8.5% |
| 4 | 65 | 7.5% |
| 6 | 65 | 7.5% |
| 7 | 64 | 7.4% |
| 5 | 62 | 7.2% |
| 8 | 44 | 5.1% |
| 9 | 44 | 5.1% |
| 11 | 38 | 4.4% |
| Other values (19) | 243 |
| Value | Count | Frequency (%) |
| 1 | 83 | |
| 2 | 73 | |
| 3 | 82 | |
| 4 | 65 | |
| 5 | 62 | |
| 6 | 65 | |
| 7 | 64 | |
| 8 | 44 | |
| 8.5 | 2 | 0.2% |
| 9 | 44 |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.1% |
| 27 | 2 | 0.2% |
| 26 | 4 | 0.5% |
| 25 | 1 | 0.1% |
| 24 | 5 | 0.6% |
| 23 | 1 | 0.1% |
| 22 | 4 | 0.5% |
| 21 | 6 | |
| 20 | 10 | |
| 19 | 13 |
aceleracao_calculada_absoluta
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.792584 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.640771 |
|---|---|
| Coefficient of variation (CV) | 0.723864 |
| Kurtosis | 0.41401845 |
| Mean | 7.792584 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.94488991 |
| Sum | 6725 |
| Variance | 31.818298 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1 | 83 | 9.6% |
| 3 | 82 | 9.5% |
| 2 | 73 | 8.5% |
| 4 | 65 | 7.5% |
| 6 | 65 | 7.5% |
| 7 | 64 | 7.4% |
| 5 | 62 | 7.2% |
| 8 | 44 | 5.1% |
| 9 | 44 | 5.1% |
| 11 | 38 | 4.4% |
| Other values (19) | 243 |
| Value | Count | Frequency (%) |
| 1 | 83 | |
| 2 | 73 | |
| 3 | 82 | |
| 4 | 65 | |
| 5 | 62 | |
| 6 | 65 | |
| 7 | 64 | |
| 8 | 44 | |
| 8.5 | 2 | 0.2% |
| 9 | 44 |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.1% |
| 27 | 2 | 0.2% |
| 26 | 4 | 0.5% |
| 25 | 1 | 0.1% |
| 24 | 5 | 0.6% |
| 23 | 1 | 0.1% |
| 22 | 4 | 0.5% |
| 21 | 6 | |
| 20 | 10 | |
| 19 | 13 |
driver
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.5 KiB |
| driver_b | |
|---|---|
| driver_c | |
| driver_a |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 6904 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | driver_a |
|---|---|
| 2nd row | driver_a |
| 3rd row | driver_a |
| 4th row | driver_a |
| 5th row | driver_a |
Common Values
| Value | Count | Frequency (%) |
| driver_b | 344 | |
| driver_c | 308 | |
| driver_a | 211 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| driver_b | 344 | |
| driver_c | 308 | |
| driver_a | 211 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1726 | |
| d | 863 | |
| i | 863 | |
| v | 863 | |
| e | 863 | |
| _ | 863 | |
| b | 344 | 5.0% |
| c | 308 | 4.5% |
| a | 211 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6041 | |
| Connector Punctuation | 863 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1726 | |
| d | 863 | |
| i | 863 | |
| v | 863 | |
| e | 863 | |
| b | 344 | 5.7% |
| c | 308 | 5.1% |
| a | 211 | 3.5% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 863 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6041 | |
| Common | 863 | 12.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1726 | |
| d | 863 | |
| i | 863 | |
| v | 863 | |
| e | 863 | |
| b | 344 | 5.7% |
| c | 308 | 5.1% |
| a | 211 | 3.5% |
Common
| Value | Count | Frequency (%) |
| _ | 863 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6904 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1726 | |
| d | 863 | |
| i | 863 | |
| v | 863 | |
| e | 863 | |
| _ | 863 | |
| b | 344 | 5.0% |
| c | 308 | 4.5% |
| a | 211 | 3.1% |
route
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.5 KiB |
| route_a |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 6041 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | route_a |
|---|---|
| 2nd row | route_a |
| 3rd row | route_a |
| 4th row | route_a |
| 5th row | route_a |
Common Values
| Value | Count | Frequency (%) |
| route_a | 863 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| route_a | 863 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 863 | |
| o | 863 | |
| u | 863 | |
| t | 863 | |
| e | 863 | |
| _ | 863 | |
| a | 863 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5178 | |
| Connector Punctuation | 863 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 863 | |
| o | 863 | |
| u | 863 | |
| t | 863 | |
| e | 863 | |
| a | 863 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 863 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5178 | |
| Common | 863 | 14.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 863 | |
| o | 863 | |
| u | 863 | |
| t | 863 | |
| e | 863 | |
| a | 863 |
Common
| Value | Count | Frequency (%) |
| _ | 863 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6041 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 863 | |
| o | 863 | |
| u | 863 | |
| t | 863 | |
| e | 863 | |
| _ | 863 | |
| a | 863 |
trip
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.5 KiB |
| trip_2 | |
|---|---|
| trip_1 | |
| trip_3 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 5178 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | trip_1 |
|---|---|
| 2nd row | trip_1 |
| 3rd row | trip_1 |
| 4th row | trip_1 |
| 5th row | trip_1 |
Common Values
| Value | Count | Frequency (%) |
| trip_2 | 325 | |
| trip_1 | 323 | |
| trip_3 | 215 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| trip_2 | 325 | |
| trip_1 | 323 | |
| trip_3 | 215 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 863 | |
| r | 863 | |
| i | 863 | |
| p | 863 | |
| _ | 863 | |
| 2 | 325 | 6.3% |
| 1 | 323 | 6.2% |
| 3 | 215 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3452 | |
| Connector Punctuation | 863 | 16.7% |
| Decimal Number | 863 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 863 | |
| r | 863 | |
| i | 863 | |
| p | 863 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 325 | |
| 1 | 323 | |
| 3 | 215 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 863 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3452 | |
| Common | 1726 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 863 | |
| r | 863 | |
| i | 863 | |
| p | 863 |
Common
| Value | Count | Frequency (%) |
| _ | 863 | |
| 2 | 325 | 18.8% |
| 1 | 323 | 18.7% |
| 3 | 215 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5178 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 863 | |
| r | 863 | |
| i | 863 | |
| p | 863 | |
| _ | 863 | |
| 2 | 325 | 6.3% |
| 1 | 323 | 6.2% |
| 3 | 215 | 4.2% |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| aceleracao | altitude_gps | distancia_percorrida | distancia_percorrida_total | espaco_livre_no_tanque_combustivel | nivel_combustivel_porcentagem | nivel_combustivel_litros | posicao_acelerador_d | posicao_acelerador_e | rpm_motor | temperatura_arrefecimento | velocidade_gps | velocidade_veiculo | velocidade_media | velocidade_media_gps | latitude_gps | longitude_gps | file | aceleracao_calculada | aceleracao_calculada_absoluta | driver | route | trip | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| time | |||||||||||||||||||||||
| 1900-01-01 19:32:40 | 0.127958 | 808.662864 | 0.000650 | 35.042250 | 39.0 | 22.0 | 11.0 | 2.173913 | 0.0 | 796.0 | 87.0 | 0.000000 | 2.0 | 0.154407 | 0.283889 | -23.556274 | -46.896117 | data_1.csv | 2.0 | 2.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:32:45 | 0.512420 | 0.000000 | 0.008777 | 35.050378 | 39.0 | 22.0 | 11.0 | 2.173913 | 0.0 | 821.0 | 87.0 | 0.000000 | 7.0 | 1.625680 | 1.146480 | -23.556272 | -46.896038 | data_1.csv | 5.0 | 5.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:32:50 | 0.519096 | 810.461615 | 0.026415 | 35.068016 | 41.5 | 17.0 | 8.5 | 2.173913 | 0.0 | 889.0 | 87.0 | 12.657726 | 11.0 | 3.848161 | 1.848885 | -23.556337 | -46.895878 | data_1.csv | 4.0 | 4.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:00 | -0.127850 | 804.720733 | 0.049518 | 35.091118 | 38.5 | 23.0 | 11.5 | 2.173913 | 0.0 | 834.0 | 87.0 | 8.090811 | 7.0 | 5.159532 | 3.007439 | -23.556434 | -46.895662 | data_1.csv | 1.0 | 1.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:10 | 0.193700 | 805.854719 | 0.068601 | 35.110202 | 42.5 | 15.0 | 7.5 | 23.913043 | 25.0 | 1857.0 | 88.0 | 9.868446 | 10.0 | 5.598420 | 3.580662 | -23.556341 | -46.895733 | data_1.csv | 3.0 | 3.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:20 | 0.512840 | 809.000000 | 0.098967 | 35.140568 | 42.0 | 16.0 | 8.0 | 13.043478 | 20.0 | 1128.0 | 88.0 | 12.152735 | 11.0 | 6.486196 | 4.303328 | -23.556270 | -46.896022 | data_1.csv | 2.0 | 2.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:25 | 0.518221 | 811.078797 | 0.116407 | 35.158008 | 44.0 | 12.0 | 6.0 | 56.521739 | 65.0 | 2050.0 | 88.0 | 19.307165 | 19.0 | 7.076739 | 5.023269 | -23.556206 | -46.896144 | data_1.csv | 8.0 | 8.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:30 | 0.384827 | 815.100037 | 0.157960 | 35.199560 | 44.0 | 12.0 | 6.0 | 36.956522 | 45.0 | 2911.0 | 89.0 | 28.599644 | 29.0 | 8.785606 | 6.354345 | -23.556114 | -46.896550 | data_1.csv | 10.0 | 10.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:45 | 0.647747 | 828.500000 | 0.253627 | 35.295228 | 43.5 | 13.0 | 6.5 | 10.869565 | 0.0 | 2221.0 | 88.0 | 25.754547 | 26.0 | 11.443276 | 8.557102 | -23.555595 | -46.897061 | data_1.csv | 9.0 | 9.0 | driver_a | route_a | trip_1 |
| 1900-01-01 19:33:55 | 0.840703 | 828.200012 | 0.305673 | 35.347274 | 43.0 | 14.0 | 7.0 | 56.521739 | 60.0 | 1726.0 | 89.0 | 25.875031 | 26.0 | 12.309234 | 9.456901 | -23.555113 | -46.896960 | data_1.csv | 13.0 | 13.0 | driver_a | route_a | trip_1 |
| aceleracao | altitude_gps | distancia_percorrida | distancia_percorrida_total | espaco_livre_no_tanque_combustivel | nivel_combustivel_porcentagem | nivel_combustivel_litros | posicao_acelerador_d | posicao_acelerador_e | rpm_motor | temperatura_arrefecimento | velocidade_gps | velocidade_veiculo | velocidade_media | velocidade_media_gps | latitude_gps | longitude_gps | file | aceleracao_calculada | aceleracao_calculada_absoluta | driver | route | trip | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| time | |||||||||||||||||||||||
| 1900-01-01 21:40:35 | 0.867994 | 856.482685 | 7.424344 | 42.465945 | 38.0 | 24.0 | 12.0 | 2.941176 | 0.000000 | 911.0 | 82.0 | 12.903200 | 15.0 | 29.311818 | 23.797967 | -23.553362 | -46.898242 | data_1.csv | 15.0 | 15.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:40:40 | 0.465774 | 851.900024 | 7.452526 | 42.494126 | 41.0 | 18.0 | 9.0 | 2.941176 | 0.000000 | 903.0 | 82.0 | 21.496464 | 22.0 | 29.252183 | 23.744114 | -23.553434 | -46.898321 | data_1.csv | 7.0 | 7.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:40:50 | 0.395133 | 843.100037 | 7.514476 | 42.556077 | 32.0 | 36.0 | 18.0 | 2.941176 | 0.000000 | 906.0 | 82.0 | 27.836015 | 28.0 | 29.186235 | 23.692587 | -23.553871 | -46.898180 | data_1.csv | 9.0 | 9.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:41:00 | 0.633100 | 837.400024 | 7.567421 | 42.609021 | 34.5 | 31.0 | 15.5 | 2.941176 | 0.000000 | 900.0 | 82.0 | 22.422327 | 20.0 | 29.079194 | 23.608731 | -23.554024 | -46.897644 | data_1.csv | 7.0 | 7.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:41:05 | 1.163751 | 835.121981 | 7.591644 | 42.633245 | 36.5 | 27.0 | 13.5 | 55.882353 | 55.555556 | 1383.0 | 82.0 | 20.731206 | 25.0 | 29.006739 | 23.550045 | -23.554001 | -46.897444 | data_1.csv | 5.0 | 5.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:41:10 | 0.000000 | 837.100037 | 7.627164 | 42.668765 | 43.5 | 13.0 | 6.5 | 2.941176 | 0.000000 | 1107.0 | 81.0 | 27.362815 | 29.0 | 29.007717 | 23.566048 | -23.554248 | -46.897130 | data_1.csv | 4.0 | 4.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:41:15 | 0.231945 | 833.765047 | 7.675577 | 42.717177 | 37.0 | 26.0 | 13.0 | 2.941176 | 0.000000 | 926.0 | 81.0 | 32.244873 | 34.0 | 29.026291 | 23.573922 | -23.554613 | -46.897023 | data_1.csv | 5.0 | 5.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:41:30 | 1.169784 | 830.900024 | 7.780314 | 42.821915 | 36.5 | 27.0 | 13.5 | 2.941176 | 0.000000 | 2112.0 | 80.0 | 26.982834 | 26.0 | 28.958577 | 23.527568 | -23.555598 | -46.897098 | data_1.csv | 14.0 | 14.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:41:40 | 0.693748 | 825.600037 | 7.851570 | 42.893171 | 32.0 | 36.0 | 18.0 | 2.941176 | 0.000000 | 931.0 | 80.0 | 32.203530 | 34.0 | 28.931037 | 23.501047 | -23.556073 | -46.896819 | data_1.csv | 12.0 | 12.0 | driver_c | route_a | trip_3 |
| 1900-01-01 21:42:00 | -0.551899 | 801.020202 | 7.937050 | 42.978651 | 43.0 | 14.0 | 7.0 | 32.352941 | 27.777778 | 1585.0 | 81.0 | 6.618083 | 8.0 | 28.740139 | 23.302372 | -23.556417 | -46.896015 | data_1.csv | 3.0 | 3.0 | driver_c | route_a | trip_3 |